# tcarambat (@timcarambat) on tiktok

- id: koinon:creator:tiktok_timcarambat
- url: https://koinonlink.com/kol/tiktok/timcarambat
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: timcarambat
- platform_url: https://www.tiktok.com/@timcarambat
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 19558
- following: 135
- posts_observed: 2
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: OpenAI/ChatGPT updates and drama, AI model comparisons (Grok, Gemini, Claude), Custom GPTs and monetization, Generative AI tools and bugs, Tech industry news and privacy concerns

## Audience (inferred)
- status: present
- description: TikTok users following AI news, model updates, and generative AI tools like ChatGPT and custom GPTs
- roles: general_ai
- seniority: learner
- pain_points: Keeping up with fast-changing AI model releases and capabilities, Evaluating which AI tools are actually useful versus hype or jokes, Dealing with unreliable or degraded AI outputs in daily use, Understanding privacy and data risks from new AI integrations
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 48
- authenticity_basis: profile_shape_only
- credibility_score: 48
- flagged_for_review: false
- koinon_bd_grade: B — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [tiktok_timcarambat#758773b2] ChatGPT is starting to get integrated into a ton of new services as an add on feature or improvement. Like always in programming we may have accidentally introduced new issues and things to safeguard. Such is the developer way. Here is a short dive on "reverse prompt injection" a (https://www.tiktok.com/@timcarambat)
- [tiktok_timcarambat#d2f0a65f] Blade Runner 2049
- [tiktok_timcarambat#17b38e7b] It is a becoming a big trend on TikTok now! Click here: cybersecurity
- [tiktok_timcarambat#5df0c96b] Check out tcarambat’s video! #TikTok >
- [tiktok_timcarambat#a7be01fa] there is currently a clever trick by cloud AI being played out for hundreds of thousan

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=65, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=65, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=65, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=65, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=65, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=88, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=65, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=88, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=88, method=platform_profile

## Freshness
- profile_checked_days_ago: 88
- content_analysed_days_ago: 65
- audience_updated_days_ago: 65

## AI retrieval
- indexing_requests: 9
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=tiktok_timcarambat
- Request removal: https://koinonlink.com/claim?k=tiktok_timcarambat
- Terms: https://koinonlink.com/for-ai